{"id":57133,"date":"2025-04-08T18:12:06","date_gmt":"2025-04-08T22:12:06","guid":{"rendered":"https:\/\/www.sisinternational.com\/?page_id=57133"},"modified":"2025-09-15T21:09:42","modified_gmt":"2025-09-16T01:09:42","slug":"%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%aa%d8%ac%d9%85%d9%8a%d8%b9-k-means-%d9%81%d9%8a-%d8%a3%d8%a8%d8%ad%d8%a7%d8%ab-%d8%a7%d9%84%d8%b3%d9%88%d9%82","status":"publish","type":"page","link":"https:\/\/www.sisinternational.com\/ar\/solutions\/qualitative-quantitative-research-solutions\/k-means-cluster-analysis-in-market-research\/","title":{"rendered":"\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642"},"content":{"rendered":"<h1 class=\"wp-block-heading\"><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642<\/strong><br><\/h1>\n\n\n\n<figure class=\"gb-block-image gb-block-image-a85ba4f7\"><img loading=\"lazy\" decoding=\"async\" width=\"1456\" height=\"816\" class=\"gb-image gb-image-a85ba4f7\" src=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/B2Bjpg-3.jpg\" alt=\"SIS \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\" title=\"B2Bjpg (3)\" srcset=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/B2Bjpg-3.jpg 1456w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/B2Bjpg-3-300x168.jpg 300w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/B2Bjpg-3-1024x574.jpg 1024w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/B2Bjpg-3-768x430.jpg 768w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/08\/B2Bjpg-3-18x10.jpg 18w\" sizes=\"auto, (max-width: 1456px) 100vw, 1456px\"><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u0647\u0631\u0629 \u0627\u0644\u064a\u0648\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0645\u0646\u0627\u0641\u0633\u0648\u0647\u0627 \u0631\u0624\u064a\u062a\u0647\u0627 - \u062a\u062a\u062d\u0631\u0643 \u0628\u062f\u0642\u0629 \u062c\u0631\u0627\u062d\u064a\u0629 \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u062e\u0628\u0637 \u0627\u0644\u0622\u062e\u0631\u0648\u0646 \u0628\u0645\u0637\u0627\u0631\u0642 \u062b\u0642\u064a\u0644\u0629.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0644 \u062a\u0633\u0627\u0621\u0644\u062a \u064a\u0648\u0645\u0627\u064b \u0643\u064a\u0641 \u062a\u0633\u062a\u0637\u064a\u0639 \u0634\u0631\u0643\u0627\u062a \u0645\u062b\u0644 \u0622\u0628\u0644 \u0623\u0648 \u0646\u062a\u0641\u0644\u064a\u0643\u0633 \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u062a\u0631\u064a\u062f\u0647 \u0628\u0627\u0644\u0636\u0628\u0637 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0639\u0631\u0641\u0647 \u0623\u0646\u062a\u061f \u0627\u0644\u0633\u0631 \u0644\u064a\u0633 \u0641\u064a \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0623\u0641\u0643\u0627\u0631\u060c \u0628\u0644 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645. \u0644\u0642\u062f \u0623\u062d\u062f\u062b \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0641\u0647\u0645\u0646\u0627 \u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0648\u0646\u064a \u0623\u0648\u0636\u062d \u0644\u0643\u0645 \u0644\u0645\u0627\u0630\u0627 \u0647\u0630\u0627 \u0627\u0644\u0623\u0645\u0631 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0645\u0646 \u0623\u064a \u0648\u0642\u062a \u0645\u0636\u0649 \u0641\u064a \u0639\u0627\u0644\u0645\u0646\u0627 \u0627\u0644\u0645\u0634\u0628\u0639 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a - \u0648\u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u0639\u0638\u0645 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u062a\u062e\u0637\u0626 \u0641\u064a\u0647 \u0628\u0634\u0643\u0644 \u0643\u0627\u0631\u062b\u064a.<\/p>\n\n\n\n<div class=\"wp-block-columns has-global-color-9-color has-base-2-background-color has-text-color has-background has-link-color wp-elements-3a10af706b4cb8591deb6d0bef53df17 is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<div class=\"wp-block-rank-math-toc-block\" style=\"font-size:15px\" id=\"rank-math-toc\"><h2>\u062c\u062f\u0648\u0644 \u0627\u0644\u0645\u062d\u062a\u0648\u064a\u0627\u062a<\/h2><nav><ul><li><a href=\"#what-is-k-means-cluster-analysis-in-market-research\">\u0645\u0627 \u0647\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\u061f<\/a><\/li><li><a href=\"#the-strategic-benefits-of-k-means-cluster-analysis\">\u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means<\/a><\/li><li><a href=\"#common-challenges-and-solutions-in-k-means-clustering\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642: \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li><a href=\"#summary\">\u0645\u0644\u062e\u0635: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642<\/a><\/li><li><a href=\"#what-makes-sis-international-a-top-k-means-cluster-analysis-provider\">\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0634\u0631\u0643\u0629 SIS International \u0645\u0646 \u0623\u0641\u0636\u0644 \u0645\u0632\u0648\u062f\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\u061f<\/a><\/li><li><a href=\"#frequently-asked-questions-about-k-means-cluster-analysis\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642<\/a><\/li><\/ul><\/nav><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<p><strong>\u2705 \u0627\u0633\u062a\u0645\u0639 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062d\u0644\u0642\u0629 \u0645\u0646 \u0627\u0644\u0628\u0648\u062f\u0643\u0627\u0633\u062a \u0647\u0646\u0627:<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-spotify wp-block-embed-spotify wp-embed-aspect-21-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"\u062a\u0636\u0645\u064a\u0646 \u0633\u0628\u0648\u062a\u064a\u0641\u0627\u064a: \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0631\u0624\u0649 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\" style=\"border-radius: 12px\" width=\"100%\" height=\"152\" frameborder=\"0\" allowfullscreen allow=\"autoplay; clipboard-write; encrypted-media; fullscreen; picture-in-picture\" loading=\"lazy\" src=\"https:\/\/open.spotify.com\/embed\/episode\/5ahGhD3lJusBnbiNpipjMc?si=b6d7ed42aa4c44f1&#038;utm_source=oembed\"><\/iframe>\n<\/div><\/figure>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-k-means-cluster-analysis-in-market-research\">\u0645\u0627 \u0647\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u064f\u0634\u0628\u0647 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0633\u0645\u0627\u062d \u0644\u0639\u0645\u0644\u0627\u0626\u0643 \u0628\u062a\u0646\u0638\u064a\u0645 \u0623\u0646\u0641\u0633\u0647\u0645 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062d\u0634\u0631\u0647\u0645 \u0641\u064a \u0641\u0626\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u062a\u062d\u0645\u0644 \u0623\u0633\u0645\u0627\u0621 \u0645\u062b\u0644 &quot;\u062c\u064a\u0644 \u0627\u0644\u0623\u0644\u0641\u064a\u0629&quot; \u0623\u0648 &quot;\u0623\u0628 \u0627\u0644\u0636\u0648\u0627\u062d\u064a&quot;. \u062a\u062c\u062f \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0623\u0646\u0645\u0627\u0637\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0644\u0648\u0643 \u0648\u0627\u0644\u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u060c \u062d\u064a\u062b \u062a\u062c\u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u064a\u0646 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0627 \u064a\u0641\u0639\u0644\u0648\u0646\u0647 \u0628\u0627\u0644\u0641\u0639\u0644 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0627 \u062a\u0639\u062a\u0642\u062f \u0623\u0646\u0647\u0645 \u0639\u0644\u064a\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u0645\u062b\u0644 \u0627\u0644\u062d\u0631\u0641 &quot;K&quot; \u0628\u0628\u0633\u0627\u0637\u0629 \u0639\u062f\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0628\u062d\u062b \u0639\u0646\u0647\u0627. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0639\u062f\u062f \u0642\u0644\u064a\u0644\u0627\u064b \u062c\u062f\u0627\u064b\u060c \u0633\u062a\u0641\u0648\u062a\u0643 \u0627\u0644\u0641\u0631\u0648\u0642\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629. \u0648\u0625\u0630\u0627 \u0643\u0627\u0646 \u0643\u062b\u064a\u0631\u0627\u064b \u062c\u062f\u0627\u064b\u060c \u0641\u0633\u062a\u0643\u0648\u0646 \u0643\u0645\u0646 \u064a\u0637\u0627\u0631\u062f \u0633\u0631\u0627\u0628\u0627\u064b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0623\u0648\u0627\u0626\u0644 \u0627\u0644\u0623\u0644\u0641\u064a\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0643\u0627\u0646 \u0630\u0643\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u064a\u064f\u0642\u0627\u0628\u0644 \u0628\u0646\u0638\u0631\u0627\u062a \u062d\u0627\u0626\u0631\u0629 \u0623\u0648 \u0627\u0633\u062a\u0647\u0632\u0627\u0621 \u0645\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646. \u0643\u0627\u0646\u0648\u0627 \u064a\u0642\u0648\u0644\u0648\u0646: &quot;\u0623\u0639\u0637\u0646\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0641\u0642\u0637!&quot;. \u0644\u0643\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u0627 \u062a\u064f\u0642\u062f\u0645 \u0633\u0648\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0633\u0637\u062d\u064a\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0643\u0634\u0641 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0639\u0646 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0627\u0644\u0646\u0641\u0633\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062d\u0631\u0643 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u0631\u0627\u0621.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"the-strategic-benefits-of-k-means-cluster-analysis\">\u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u0644\u0645\u0627\u0630\u0627 \u0623\u0635\u0628\u062d\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u062a\u0648\u0635\u064a\u062a\u064a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u0633\u0627\u0648\u0645\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0648\u0627\u062c\u0647\u0648\u0646 \u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0627\u0644\u0633\u0648\u0642\u061f \u0625\u0646 \u0627\u0644\u0645\u0632\u0627\u064a\u0627 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062a\u062a\u062c\u0627\u0648\u0632 \u0645\u062c\u0631\u062f &quot;\u062a\u0642\u0633\u064a\u0645 \u0623\u0641\u0636\u0644 \u0644\u0644\u0633\u0648\u0642&quot;.\u201c<\/strong><\/p>\n<\/blockquote>\n\n\n\n<figure class=\"gb-block-image gb-block-image-6a8fc62f\"><img loading=\"lazy\" decoding=\"async\" width=\"721\" height=\"562\" class=\"gb-image gb-image-6a8fc62f\" src=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/04\/visual-selection-3.png\" alt=\"SIS \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\" title=\"- \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\" srcset=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/04\/visual-selection-3.png 721w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/04\/visual-selection-3-300x234.png 300w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/04\/visual-selection-3-15x12.png 15w\" sizes=\"auto, (max-width: 721px) 100vw, 721px\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u0648\u0644\u0627\u064b\u060c, <strong>\u0625\u0646\u0647 \u064a\u0642\u0636\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u064a\u0632 \u0627\u0644\u062a\u0623\u0643\u064a\u062f\u064a.<\/strong> \u062a\u0624\u0643\u062f \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0627 \u064a\u0639\u062a\u0642\u062f\u0647 \u0627\u0644\u0645\u062f\u064a\u0631\u0648\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u0648\u0646 \u0628\u0627\u0644\u0641\u0639\u0644. \u0625\u0646\u0647 \u062e\u062f\u0627\u0639 \u0630\u0627\u062a\u064a \u0645\u0643\u0644\u0641 \u0648\u0645\u0631\u064a\u062d. \u0623\u0645\u0627 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\u060c \u0641\u064a\u064f\u0646\u062a\u062c \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0646\u062a\u0627\u0626\u062c \u062a\u064f\u0634\u0639\u0631 \u0627\u0644\u0645\u062f\u064a\u0631\u064a\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646 \u0628\u0639\u062f\u0645 \u0627\u0644\u0627\u0631\u062a\u064a\u0627\u062d\u060c \u0644\u0623\u0646\u0647\u0627 \u062a\u064f\u0634\u0643\u0643 \u0641\u064a \u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u062d\u0648\u0644 \u0627\u0644\u0633\u0648\u0642.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u063a\u0636\u0628 \u0623\u062d\u062f \u0627\u0644\u0631\u0624\u0633\u0627\u0621 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u064a\u0646 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0636\u064a\u0627\u0641\u0629 \u0639\u0646\u062f\u0645\u0627 \u0643\u0634\u0641\u062a \u0639\u0645\u0644\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0646 \u0634\u0631\u064a\u062d\u0629 \u0639\u0645\u0644\u0627\u0626\u0647\u0645 \u0627\u0644\u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629 \u0644\u0645 \u062a\u0643\u0646 \u0647\u064a \u0627\u0644\u0634\u0631\u064a\u062d\u0629 \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u064a \u0628\u0646\u0648\u0627 \u0639\u0644\u0627\u0645\u062a\u0647\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062d\u0648\u0644\u0647\u0627. \u0628\u0639\u062f \u0633\u062a\u0629 \u0623\u0634\u0647\u0631\u060c \u0623\u0631\u0633\u0644 \u0644\u064a \u0631\u0633\u0627\u0644\u0629 \u0634\u0643\u0631 \u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f. \u0648\u0627\u0631\u062a\u0641\u0639\u062a \u0623\u0633\u0647\u0645 \u0634\u0631\u0643\u062a\u0647\u0645 \u0628\u0646\u0633\u0628\u0629 261%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062b\u0627\u0646\u064a\u0629\u060c, <strong>\u0641\u0647\u0648 \u064a\u062e\u0644\u0642 \u0645\u064a\u0632\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u063a\u064a\u0631 \u0639\u0627\u062f\u0644\u0629.<\/strong> \u0628\u0625\u0645\u0643\u0627\u0646 \u0623\u064a \u0634\u062e\u0635 \u0634\u0631\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u0644\u0635\u0629 \u0645\u0646 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u0641\u0647\u064a \u0641\u0631\u064a\u062f\u0629 \u0645\u0646 \u0646\u0648\u0639\u0647\u0627 \u0648\u062a\u062a\u0639\u0644\u0642 \u0628\u0642\u0627\u0639\u062f\u0629 \u0639\u0645\u0644\u0627\u0626\u0643 \u0648\u0645\u0648\u0642\u0639\u0643 \u0641\u064a \u0627\u0644\u0633\u0648\u0642. \u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0648\u0646 \u062a\u0643\u0631\u0627\u0631 \u0646\u062a\u0627\u0626\u062c \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0644\u0623\u0646\u0647\u0645 \u0644\u0627 \u064a\u0645\u0644\u0643\u0648\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0633\u0644\u0648\u0643 \u0639\u0645\u0644\u0627\u0626\u0643 \u0627\u0644\u0641\u0631\u064a\u062f\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062b\u0627\u0644\u062b\u060c, <strong>\u0641\u0647\u0648 \u064a\u0648\u0642\u0641 \u0646\u0632\u064a\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f<\/strong>. \u0627\u0643\u062a\u0634\u0641 \u0623\u062d\u062f \u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0633\u0644\u0639 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0627\u0644\u0645\u0639\u0628\u0623\u0629\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 K-means\u060c \u0623\u0646\u0647 \u0643\u0627\u0646 \u064a\u064f\u0641\u0631\u0637 \u0641\u064a \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0639\u0644\u0649 \u0634\u0631\u064a\u062d\u0629 \u0639\u0645\u0644\u0627\u0626\u0647 \u0627\u0644\u0623\u0643\u0628\u0631 (\u0648\u0647\u0645 \u0639\u0645\u0644\u0627\u0621 \u062d\u0633\u0627\u0633\u0648\u0646 \u0644\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0635\u0641\u0642\u0627\u062a)\u060c \u0628\u064a\u0646\u0645\u0627 \u0643\u0627\u0646 \u064a\u062a\u062c\u0627\u0647\u0644 \u0639\u0645\u0644\u064a\u064b\u0627 \u0634\u0631\u064a\u062d\u0629 \u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0648\u0644\u0643\u0646\u0647\u0627 \u0634\u062f\u064a\u062f\u0629 \u0627\u0644\u0648\u0644\u0627\u0621. \u0648\u0642\u062f \u0623\u062f\u0649 \u0625\u0639\u0627\u062f\u0629 \u062a\u062e\u0635\u064a\u0635 15% \u0641\u0642\u0637 \u0645\u0646 \u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0631\u0628\u062d\u064a\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 \u0628\u0645\u0642\u062f\u0627\u0631 11%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u062e\u064a\u0631\u0627\u064b\u060c <strong>\u0641\u0647\u0648 \u064a\u062e\u0644\u0642 \u0648\u0636\u0648\u062d\u0627\u064b \u0641\u064a \u0639\u0627\u0644\u0645 \u063a\u0627\u0631\u0642 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. <\/strong>\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0644\u064a\u0633\u062a \u0641\u064a \u0646\u0642\u0635 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u0628\u0644 \u0641\u064a \u063a\u064a\u0627\u0628 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0641\u064a\u0647\u0627. \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0623\u0634\u0628\u0647 \u0628\u0627\u0644\u0639\u062b\u0648\u0631 \u0641\u062c\u0623\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0628\u0631\u0627\u062c \u0641\u064a \u0633\u0645\u0627\u0621 \u0645\u0644\u064a\u0626\u0629 \u0628\u0646\u062c\u0648\u0645 \u0639\u0634\u0648\u0627\u0626\u064a\u0629.<\/p>\n\n\n\n<figure class=\"gb-block-image gb-block-image-cabe6a97\"><img loading=\"lazy\" decoding=\"async\" width=\"1456\" height=\"816\" class=\"gb-image gb-image-cabe6a97\" src=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-1d4-5.jpg\" alt=\"SIS \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\" title=\"\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0643\u0645\u064a (1\u062f4) (5)\" srcset=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-1d4-5.jpg 1456w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-1d4-5-300x168.jpg 300w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-1d4-5-1024x574.jpg 1024w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-1d4-5-768x430.jpg 768w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-1d4-5-18x10.jpg 18w\" sizes=\"auto, (max-width: 1456px) 100vw, 1456px\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u062e\u062a\u0631 \u0645\u062a\u063a\u064a\u0631\u0627\u062a\u0643 \u0648\u0643\u0623\u0646 \u062d\u064a\u0627\u062a\u0643 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062a\u062d\u0643\u064a \u0642\u0635\u0635\u0627\u064b\u060c \u0623\u0645\u0627 \u0623\u0633\u0648\u0623\u0647\u0627 \u0641\u062a\u0643\u062a\u0641\u064a \u0628\u062a\u062d\u062f\u064a\u062f \u062e\u0627\u0646\u0627\u062a.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0627 \u062a\u0643\u062a\u0641\u0650 \u0628\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u0631\u0643\u0651\u0632 \u0628\u0644\u0627 \u0647\u0648\u0627\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0648\u0627\u0644\u0645\u0648\u0627\u0642\u0641 \u0627\u0644\u062a\u064a \u062a\u0624\u062b\u0631 \u0641\u0639\u0644\u064a\u0627\u064b \u0639\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0634\u0631\u0627\u0621.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0646\u0627\u062c\u062d\u0629 \u0639\u0627\u062f\u0629\u064b \u0639\u0644\u0649 15 \u0625\u0644\u0649 30 \u0645\u062a\u063a\u064a\u0631\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0627 \u062a\u0645\u062b\u0644 \u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0641\u0636\u064a\u0644\u0627\u062a\u0647\u0645 \u0648\u062a\u062d\u062f\u064a\u0627\u062a\u0647\u0645. \u0648\u0642\u062f \u0634\u0647\u062f \u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u062a\u062d\u0648\u0644\u064b\u0627 \u062c\u0630\u0631\u064a\u064b\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0645\u062b\u0644 \u0631\u0635\u064a\u062f \u0627\u0644\u062d\u0633\u0627\u0628 \u0644\u064a\u0634\u0645\u0644 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u060c \u0648\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u062f\u0639\u0645\u060c \u0648\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0627\u0644\u062d\u064a\u0627\u062a\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0648\u0642\u0641 \u0639\u0646 \u0627\u0644\u0633\u0624\u0627\u0644 &quot;\u0643\u0645 \u0639\u062f\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627\u061f&quot;\u201c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u0627\u0644\u0633\u0624\u0627\u0644 \u064a\u063a\u0641\u0644 \u062c\u0648\u0647\u0631 \u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u062a\u0645\u0627\u0645\u0627\u064b. \u0641\u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u062c\u062f \u0623\u0633\u0627\u0644\u064a\u0628 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062b\u0644 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0643\u0648\u0639 \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0638\u0644\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0647\u064a \u0623\u0646 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0623\u0645\u062b\u0644 \u064a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0635\u0644\u0627\u062d\u064a\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0628\u062f\u0623 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u062d\u0644\u0648\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 (\u0639\u0627\u062f\u0629\u064b \u0645\u0646 3 \u0625\u0644\u0649 8)\u060c \u0648\u0642\u064a\u0645 \u0643\u0644 \u062d\u0644 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0645\u0646 \u062d\u064a\u062b \u0645\u0644\u0627\u0621\u0645\u062a\u0647 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629\u060c \u0628\u0644 \u0623\u064a\u0636\u0627\u064b \u0645\u0646 \u062d\u064a\u062b \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u062a\u064f\u0642\u062f\u0651\u0645 \u0642\u0635\u0629 \u0645\u062a\u0645\u0627\u0633\u0643\u0629 \u062a\u064f\u062d\u0641\u0651\u0632 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621. \u0623\u062d\u064a\u0627\u0646\u0627\u064b \u064a\u0643\u0648\u0646 \u062d\u0644\u064c\u0651 \u0645\u0646 5 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0630\u0648 \u0622\u062b\u0627\u0631 \u062a\u062c\u0627\u0631\u064a\u0629 \u0648\u0627\u0636\u062d\u0629 \u0623\u0643\u062b\u0631 \u0642\u064a\u0645\u0629\u064b \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u062d\u0644\u064d\u0651 \u0645\u0646 7 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0641\u0648\u0642 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u064b \u0648\u0644\u0643\u0646\u0647 \u064a\u064f\u0631\u0628\u0643 \u062c\u0645\u064a\u0639 \u0645\u0646 \u064a\u062a\u062e\u0630\u0648\u0646 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0647\u0648 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0630\u064a \u062a\u0633\u062a\u0637\u064a\u0639 \u0645\u0624\u0633\u0633\u062a\u0643 \u062a\u0637\u0628\u064a\u0642\u0647 \u0639\u0645\u0644\u064a\u0627\u064b.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u0645\u0650\u0651 \u0645\u062c\u0645\u0648\u0639\u0627\u062a\u0643 \u0623\u0648 \u0634\u0627\u0647\u062f\u0647\u0627 \u062a\u0645\u0648\u062a<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0644\u0627 \u062a\u062d\u0641\u0632 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u060c \u0628\u0644 \u0627\u0644\u0642\u0635\u0635 \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u0641\u0639\u0644 \u0630\u0644\u0643. \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a\u060c \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u062c\u0627\u0641\u0629 \u0625\u0644\u0649 \u0631\u0648\u0627\u064a\u0627\u062a \u062c\u0630\u0627\u0628\u0629.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f\u0645\u0627 \u0627\u0643\u062a\u0634\u0641 \u0623\u062d\u062f \u0645\u062a\u0627\u062c\u0631 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0641\u0627\u062e\u0631\u0629 \u0634\u0631\u064a\u062d\u0629 \u0639\u0645\u0644\u0627\u0621 \u0645\u0647\u0645\u0629\u060c \u0644\u0645 \u064a\u0637\u0644\u0642 \u0639\u0644\u064a\u0647\u0627 \u0627\u0633\u0645 &quot;\u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 3&quot; - \u0628\u0644 \u0623\u0637\u0644\u0642 \u0639\u0644\u064a\u0647\u0627 \u0627\u0633\u0645 &quot;\u0627\u0644\u0637\u0645\u0648\u062d\u0648\u0646 \u0627\u0644\u0646\u0627\u062c\u062d\u0648\u0646&quot;\u060c \u0645\u0639 \u0634\u062e\u0635\u064a\u0627\u062a \u0648\u062e\u0631\u0627\u0626\u0637 \u0631\u062d\u0644\u0629 \u062c\u0639\u0644\u062a \u0627\u0644\u0634\u0631\u064a\u062d\u0629 \u062a\u0628\u062f\u0648 \u0648\u0643\u0623\u0646\u0647\u0627 \u0623\u0634\u062e\u0627\u0635 \u062d\u0642\u064a\u0642\u064a\u0648\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0645\u0631 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647. \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0646\u0648\u0639\u064a \u0644\u0625\u0636\u0641\u0627\u0621 \u0627\u0644\u062d\u064a\u0648\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629. \u0628\u0639\u0636 \u0623\u0646\u062c\u062d \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0648\u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0627\u0644\u0645\u0631\u0643\u0632\u0629 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0643\u0644 \u0634\u0631\u064a\u062d\u0629 \u0648\u0625\u062b\u0631\u0627\u0621 \u0641\u0647\u0645\u0647\u0627.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0642\u0645 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0628\u0627\u0646\u062a\u0638\u0627\u0645\u060c \u0648\u0644\u0643\u0646 \u0644\u064a\u0633 \u0628\u0634\u0643\u0644 \u0645\u0641\u0631\u0637.<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0633\u0648\u0627\u0642\u060c \u0648\u0643\u0630\u0644\u0643 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u064a\u062a\u0637\u0648\u0631 \u0641\u0647\u0645\u0643 \u0644\u0647\u0627. \u062a\u064f\u062c\u0631\u0649 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0643\u0644 18-24 \u0634\u0647\u0631\u064b\u0627 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0639 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0648\u0627\u062a\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062a\u063a\u064a\u0631.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0627 \u062a\u0643\u0645\u0646 \u0631\u0648\u0639\u0629 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0641\u064a \u0645\u062c\u0631\u062f \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637\u060c \u0628\u0644 \u0641\u064a \u0628\u0646\u0627\u0621 \u0630\u0627\u0643\u0631\u0629 \u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0631\u0627\u0633\u062e\u0629 \u062d\u0648\u0644 \u062a\u0644\u0643 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a. \u0648\u0647\u0630\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u0627\u064b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"common-challenges-and-solutions-in-k-means-clustering\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642: \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 <\/h2>\n\n\n\n<figure class=\"gb-block-image gb-block-image-91d0a654\"><img loading=\"lazy\" decoding=\"async\" width=\"1456\" height=\"816\" class=\"gb-image gb-image-91d0a654\" src=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-14.jpg\" alt=\"SIS \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\" title=\"\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0643\u0645\u064a (14)\" srcset=\"https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-14.jpg 1456w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-14-300x168.jpg 300w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-14-1024x574.jpg 1024w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-14-768x430.jpg 768w, https:\/\/www.sisinternational.com\/wp-content\/uploads\/2025\/09\/Quantitative-research-14-18x10.jpg 18w\" sizes=\"auto, (max-width: 1456px) 100vw, 1456px\"><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u0625\u0646 \u0623\u0646\u062c\u062d \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0644\u0627 \u062a\u0643\u062a\u0641\u064a \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u062a\u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0623\u0639\u0645\u0627\u0644 \u0645\u0644\u0645\u0648\u0633\u0629.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0646\u0643\u0646 \u0635\u0631\u064a\u062d\u064a\u0646\u060c \u062a\u0637\u0628\u064a\u0642 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0644\u064a\u0633 \u0628\u0627\u0644\u0623\u0645\u0631 \u0627\u0644\u0633\u0647\u0644. \u0625\u0644\u064a\u0643\u0645 \u0627\u0644\u0639\u0642\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647\u0647\u0627 \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u063a\u0644\u0628 \u0639\u0644\u064a\u0647\u0627:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0639\u0636\u0644\u0629 &quot;\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0646\u0638\u064a\u0641\u0629&quot;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0625\u0646\u0651 \u0639\u0628\u0627\u0631\u0629 &quot;\u0645\u062f\u062e\u0644\u0627\u062a \u062e\u0627\u0637\u0626\u0629\u060c \u0645\u062e\u0631\u062c\u0627\u062a \u062e\u0627\u0637\u0626\u0629&quot; \u0644\u064a\u0633\u062a \u0645\u062c\u0631\u062f \u0639\u0628\u0627\u0631\u0629 \u0645\u0628\u062a\u0630\u0644\u0629\u060c \u0628\u0644 \u0647\u064a \u0627\u0644\u0642\u0627\u062a\u0644 \u0627\u0644\u0635\u0627\u0645\u062a \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0645\u064a\u0639. \u0641\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u0648\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629\u060c \u0648\u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0646\u0627\u0633\u0642\u0629\u060c \u0633\u062a\u062d\u0648\u0651\u0644 \u062a\u062d\u0644\u064a\u0644\u0643 \u0627\u0644\u0631\u0627\u0626\u0639 \u0625\u0644\u0649 \u0648\u0647\u0645 \u0645\u0643\u0644\u0641.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062d\u0644:<\/strong> \u0637\u0628\u0651\u0642 \u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644\u0627\u062a \u0635\u0627\u0631\u0645\u0629 \u0644\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u0628\u062f\u0621 \u0628\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639. \u0623\u0645\u0636\u0649 \u0623\u062d\u062f \u0639\u0645\u0644\u0627\u0621 \u0642\u0637\u0627\u0639 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u062b\u0644\u0627\u062b\u0629 \u0623\u0633\u0627\u0628\u064a\u0639 \u0634\u0627\u0642\u0629 \u0641\u064a \u062a\u0646\u0638\u064a\u0641 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0645\u0644\u0627\u0626\u0647\u060c \u0648\u0647\u0648 \u0645\u0627 \u0628\u062f\u0627 \u0645\u0628\u0627\u0644\u063a\u064b\u0627 \u0641\u064a\u0647 \u0625\u0644\u0649 \u0623\u0646 \u0643\u0634\u0641\u062a \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0634\u0631\u064a\u062d\u0629 \u0645\u0631\u0636\u0649 \u0628\u0642\u064a\u0645\u0629 3.2 \u0645\u0644\u064a\u0648\u0646 \u062f\u0648\u0644\u0627\u0631 \u0645\u0646 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0627\u0644\u0633\u0646\u0648\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u062a\u063a\u0644\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0635\u062f\u0627\u0639 &quot;\u0643\u0645 \u0639\u062f\u062f \u0627\u0644\u0639\u0646\u0627\u0642\u064a\u062f\u061f&quot;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0625\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0644\u064a\u0633 \u0639\u0644\u0645\u064a\u0627\u064b \u0628\u062d\u062a\u0627\u064b\u060c \u0628\u0644 \u064a\u062a\u0637\u0644\u0628 \u062d\u0643\u0645\u0627\u064b \u062a\u062c\u0627\u0631\u064a\u0627\u064b \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062d\u0644:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0632\u064a\u062c\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 (\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0643\u0648\u0639\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0638\u0644\u064a\u0629) \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0623\u0639\u0645\u0627\u0644. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062d\u062f \u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629 \u0644\u0644\u0623\u0641\u0631\u0627\u062f\u060c \u0645\u0643\u0651\u0646 \u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u0629 \u062d\u0644\u0648\u0644 \u0644\u0644\u062a\u062c\u0645\u064a\u0639 (4\u060c 6\u060c \u06488 \u0634\u0631\u0627\u0626\u062d) \u0645\u0639 \u062a\u0648\u0636\u064a\u062d \u0645\u0632\u0627\u064a\u0627 \u0648\u0639\u064a\u0648\u0628 \u0643\u0644 \u0645\u0646\u0647\u0627\u060c \u0627\u0644\u0625\u062f\u0627\u0631\u0629 \u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u062d\u0644 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0627\u0644\u0633\u062a \u0627\u0644\u0630\u064a \u064a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0634\u0643\u0644\u0629 &quot;\u062c\u0645\u0648\u062f \u0627\u0644\u062a\u0641\u0633\u064a\u0631&quot;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u062a\u0649 \u0627\u0644\u062a\u062c\u0645\u0639\u0627\u062a \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0627 \u0642\u064a\u0645\u0629 \u0644\u0647\u0627 \u0625\u0630\u0627 \u062d\u062f\u0642 \u0628\u0647\u0627 \u0641\u0631\u064a\u0642\u0643 \u0643\u0645\u0627 \u0644\u0648 \u0643\u0627\u0646\u062a \u0646\u0642\u0648\u0634\u064b\u0627 \u0647\u064a\u0631\u0648\u063a\u0644\u064a\u0641\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062d\u0644:<\/strong> \u0642\u0645 \u0628\u062a\u0637\u0648\u064a\u0631 \u0648\u0631\u0634\u0629 \u0639\u0645\u0644 &quot;\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a&quot; \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062d\u0644\u0644\u0648\u0646 \u0648\u0627\u0644\u0645\u0633\u0648\u0642\u0648\u0646 \u0648\u0627\u0644\u0645\u062f\u064a\u0631\u0648\u0646 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a\u0648\u0646 \u0628\u0634\u0643\u0644 \u062c\u0645\u0627\u0639\u064a \u0628\u062a\u0633\u0645\u064a\u0629 \u0643\u0644 \u0634\u0631\u064a\u062d\u0629 \u0648\u062a\u0648\u0635\u064a\u0641\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0644\u063a\u0629 \u0645\u0634\u062a\u0631\u0643\u0629 \u062a\u062d\u0641\u0632 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0646\u0633\u0642. \u0639\u0646\u062f\u0645\u0627 \u062a\u0635\u0648\u063a \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0633\u0631\u062f \u0645\u0639\u064b\u0627\u060c \u064a\u0631\u062a\u0641\u0639 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0628\u0646\u064a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u062a\u0644\u0627\u0632\u0645\u0629 &quot;\u0648\u0645\u0627\u0630\u0627 \u0641\u064a \u0630\u0644\u0643\u061f&quot;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0625\u0646 \u0623\u0643\u062b\u0631 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0623\u0646\u0627\u0642\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u0627 \u062a\u0639\u0646\u064a \u0634\u064a\u0626\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u0628\u062f\u0648\u0646 \u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062d\u0644:<\/strong> \u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062d\u062f\u062f \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u0646\u062f \u0625\u0644\u064a\u0647\u0627 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062d\u062f \u0639\u0645\u0644\u0627\u0621 \u0642\u0637\u0627\u0639 \u0627\u0644\u0636\u064a\u0627\u0641\u0629\u060c \u0623\u062f\u0649 \u062a\u062d\u062f\u064a\u062f \u0643\u064a\u0641\u064a\u0629 \u062a\u0623\u062b\u064a\u0631 \u0631\u0624\u0649 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0639\u0644\u0649 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0644\u062a\u0631\u0648\u064a\u062c \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0639\u0642\u0627\u0631\u0627\u062a \u0625\u0644\u0649 \u0632\u064a\u0627\u062f\u0629 \u0641\u064a \u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0627\u0644\u063a\u0631\u0641\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 (RevPAR) \u0628\u0646\u0633\u0628\u0629 171 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0648\u0628\u064a\u0629 \u0647\u0646\u062f\u064a\u0629 \u062e\u0644\u0627\u0644 \u0639\u0627\u0645 \u0648\u0627\u062d\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0627 \u064a\u064f\u0639\u062f\u0651 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0645\u062c\u0631\u062f \u0623\u0633\u0644\u0648\u0628 \u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0628\u0644 \u0647\u0648 \u0623\u062f\u0627\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0639\u0646\u062f \u062a\u0637\u0628\u064a\u0642\u0647 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d. \u0648\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0628\u0637 \u0628\u064a\u0646 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0623\u0646 \u062a\u064f\u0633\u0641\u0631 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0643\u062a\u0634\u0641\u0629 \u0639\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0644\u0645\u0648\u0633\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"summary\">\u0645\u0644\u062e\u0635: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u064a\u0643\u0634\u0641 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0639\u0646 \u062a\u062c\u0645\u0639\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u062a\u063a\u0641\u0644\u0647\u0627 \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0643\u0634\u0641 \u0639\u0646 \u0634\u0631\u0627\u0626\u062d \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 \u0645\u062e\u062a\u0628\u0626\u0629 \u0641\u064a \u0648\u0636\u062d \u0627\u0644\u0646\u0647\u0627\u0631 \u062f\u0627\u062e\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0643.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u0628\u062e\u0644\u0627\u0641 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629\u060c \u062a\u062d\u062f\u062f \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-means \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0646\u0645\u0637\u064a\u0629 \u0627\u0644\u0645\u0631\u064a\u062d\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0646\u0627\u062c\u062d \u0628\u064a\u0627\u0646\u0627\u062a \u0646\u0638\u064a\u0641\u0629 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631\u064b\u0627 \u0645\u062f\u0631\u0648\u0633\u064b\u0627 \u0644\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0648\u062a\u0648\u0627\u0632\u0646\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u064a \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u064a\u0648\u0627\u0632\u0646 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0635\u0644\u0627\u062d\u064a\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0644\u0623\u0639\u0645\u0627\u0644 - \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0628\u064a\u0646 3-8 \u0642\u0637\u0627\u0639\u0627\u062a \u0644\u0645\u0639\u0638\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u0644\u0642\u062f \u0623\u062d\u062f\u062b \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-means \u062a\u062d\u0648\u0644\u0627\u064b \u0641\u064a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0628\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0646 \u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0625\u0644\u0649 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0645\u0639 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0641\u064a \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 20 \u064840% \u0639\u0646\u062f \u062a\u0646\u0641\u064a\u0630\u0647 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u062a\u0633\u0627\u0647\u0645 \u0627\u0644\u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u0638\u0645\u0629 (\u0639\u0627\u062f\u0629 \u0643\u0644 18-24 \u0634\u0647\u0631\u064b\u0627) \u0641\u064a \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0645\u0639 \u0625\u062a\u0627\u062d\u0629 \u0648\u0642\u062a \u0643\u0627\u0641\u064d \u0644\u0644\u062a\u0628\u0646\u064a \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0648\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2705<\/strong> \u0625\u0646 \u0627\u0644\u062a\u062d\u062f\u064a \u0627\u0644\u0623\u0643\u0628\u0631 \u0644\u0627 \u064a\u0643\u0645\u0646 \u0641\u064a \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0628\u0644 \u0641\u064a \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0625\u0644\u0649 \u0642\u0635\u0635 \u0639\u0645\u0644\u0627\u0621 \u0645\u0642\u0646\u0639\u0629 \u062a\u062f\u0641\u0639 \u0625\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0645\u062a\u0633\u0642\u0629.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-makes-sis-international-a-top-k-means-cluster-analysis-provider\">\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0634\u0631\u0643\u0629 SIS International \u0645\u0646 \u0623\u0641\u0636\u0644 \u0645\u0632\u0648\u062f\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\u061f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u064a\u062c\u0645\u0639 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0623\u0645\u062b\u0644 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629\u060c \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. \u0625\u0644\u064a\u0643\u0645 \u0645\u0627 \u064a\u0645\u064a\u0632 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u064a\u0629 \u0639\u0646 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0645\u062e\u064a\u0628\u0629 \u0644\u0644\u0622\u0645\u0627\u0644:<\/p>\n\n\n<p>\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u0646\u0637\u0627\u0642 \u0639\u0627\u0644\u0645\u064a<\/strong>: <a href=\"https:\/\/www.linkedin.com\/company\/sisinternationalresearch\" target=\"_blank\" rel=\"noopener\">\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646<\/a> \u0641\u064a \u0623\u0643\u062b\u0631 \u0645\u0646 120 \u062f\u0648\u0644\u0629\u060c \u062a\u0645 \u0631\u0635\u062f \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u062b\u0642\u0627\u0641\u064a\u0629 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0635\u062d\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639. \u0648\u0642\u062f \u062d\u062f\u062f \u0645\u0634\u0631\u0648\u0639 \u0644\u062a\u062c\u0645\u064a\u0639 \u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a\u0629 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0625\u0642\u0644\u064a\u0645\u064a\u0629 \u062c\u0648\u0647\u0631\u064a\u0629 \u0623\u062f\u062a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u062f\u0648\u0644\u064a \u0628\u0646\u0633\u0628\u0629 31%\u060c \u0648\u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u062f\u0631\u0627\u0643 \u0623\u0646 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0629 \u062a\u062e\u062a\u0644\u0641 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0639\u0628\u0631 \u0627\u0644\u0633\u064a\u0627\u0642\u0627\u062a \u0627\u0644\u062b\u0642\u0627\u0641\u064a\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u062e\u0628\u0631\u0629 \u062a\u0632\u064a\u062f \u0639\u0646 40 \u0639\u0627\u0645\u064b\u0627<\/strong>\u0645\u0646\u0630 \u0639\u0627\u0645 \u0661\u0669\u0668\u0664\u060c \u0634\u0647\u062f\u062a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u062a\u0637\u0648\u0631\u0627\u064b \u0645\u0644\u062d\u0648\u0638\u0627\u064b \u0639\u0628\u0631 \u062a\u062d\u0648\u0644\u0627\u062a \u062c\u0630\u0631\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629. \u0648\u0642\u062f \u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0626\u0627\u062a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a. \u0647\u0630\u0647 \u0627\u0644\u062e\u0628\u0631\u0629 \u0627\u0644\u0645\u062a\u0631\u0627\u0643\u0645\u0629 \u062a\u064f\u0645\u0643\u0651\u0646 \u0645\u0646 \u062a\u0648\u0642\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0642\u0628\u0644 \u0623\u0646 \u062a\u064f\u0639\u0631\u0642\u0644 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u0645\u064a\u0629 \u0644\u0644\u062a\u0648\u0638\u064a\u0641<\/strong>\u064a\u0636\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 53 \u0645\u0644\u064a\u0648\u0646 \u0645\u0634\u0627\u0631\u0643 \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u0644\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0639\u064a\u0646\u0627\u062a \u0642\u0648\u064a\u0629 \u0648\u0645\u0645\u062b\u0644\u0629. \u0648\u0642\u062f \u062a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u062d\u062f\u064a\u062b \u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u0641\u064a 8 \u062f\u0648\u0644 \u0641\u064a \u063a\u0636\u0648\u0646 10 \u0623\u064a\u0627\u0645 \u0641\u0642\u0637\u060c \u0648\u0647\u0648 \u0645\u0627 \u062a\u0648\u0642\u0639 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0648\u0646 \u0625\u0646\u062c\u0627\u0632\u0647 \u0641\u064a \u063a\u0636\u0648\u0646 6 \u0623\u0633\u0627\u0628\u064a\u0639 \u0623\u0648 \u0623\u0643\u062b\u0631.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u0637\u0627\u0642\u0645 \u0639\u0645\u0644 \u0645\u062d\u0644\u064a \u064a\u062c\u064a\u062f \u0623\u0643\u062b\u0631 \u0645\u0646 33 \u0644\u063a\u0629<\/strong>\u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0641\u0647\u0645\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u062f\u0648\u0627\u0641\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0647\u0648 \u0645\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0636\u064a\u0639 \u0641\u064a \u0627\u0644\u062a\u0631\u062c\u0645\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629<\/strong>: \u062a\u062c\u0645\u0639 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0628\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0639\u0646\u062f \u0627\u0644\u0627\u0642\u062a\u0636\u0627\u0621\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0645\u0646\u0627\u0647\u062c \u0647\u062c\u064a\u0646\u0629 \u062a\u0633\u062a\u062e\u0644\u0635 \u0623\u0642\u0635\u0649 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.\u00a0<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u0628\u062d\u062b \u0628\u0623\u0633\u0639\u0627\u0631 \u0645\u0639\u0642\u0648\u0644\u0629<\/strong>\u0644\u0627 \u064a\u0639\u0646\u064a \u0627\u0644\u062a\u0637\u0648\u0631 \u0628\u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0628\u0627\u0647\u0638\u0629. \u0641\u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0627\u0644\u0641\u0639\u0651\u0627\u0644\u0629 \u062a\u062a\u064a\u062d \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0628\u0623\u0633\u0639\u0627\u0631 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629. \u062d\u062a\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0630\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u062d\u0643\u0631\u064b\u0627 \u0639\u0644\u0649 \u0634\u0631\u0643\u0627\u062a \u0641\u0648\u0631\u062a\u0634\u0646 500.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\"><strong>\u2714 \u0646\u0647\u062c \u0645\u064f\u062e\u0635\u0651\u0635<\/strong>\u062a\u0641\u0634\u0644 \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629. \u0641\u0639\u0646\u062f\u0645\u0627 \u0644\u0645 \u062a\u0633\u062a\u0637\u0639 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-means \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062a\u0639\u0642\u064a\u062f \u0642\u0627\u0639\u062f\u0629 \u0639\u0645\u0644\u0627\u0621 \u0623\u062d\u062f \u0645\u062a\u0627\u062c\u0631 \u0627\u0644\u0623\u0632\u064a\u0627\u0621 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629\u060c \u0643\u0634\u0641\u062a \u0645\u0646\u0647\u062c\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0645\u062e\u0635\u0635\u0629 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u0639\u0646 \u0634\u0631\u0627\u0626\u062d \u0641\u0631\u0639\u064a\u0629 \u062d\u0627\u0633\u0645\u0629 \u062a\u064f\u062d\u0642\u0642 271 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0648\u0628\u064a\u0629 \u0645\u0646 \u0623\u0631\u0628\u0627\u062d\u0647\u0645 \u0645\u0646 81 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0631\u0648\u0628\u064a\u0629 \u0641\u0642\u0637 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/p>\n<p>\n\n\n<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"frequently-asked-questions-about-k-means-cluster-analysis\">\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062d\u0648\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642<\/h2>\n\n\n<p>\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0646 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u064a\u0628\u062f\u0623 \u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0628\u0641\u0626\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 (\u0645\u062b\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629) \u0648\u064a\u064f\u062c\u0628\u0631 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u062a\u0645\u0627\u0621 \u0625\u0644\u064a\u0647\u0627. \u0623\u0645\u0627 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\u060c \u0641\u064a\u0639\u0645\u0644 \u0639\u0643\u0633 \u0630\u0644\u0643 \u062a\u0645\u0627\u0645\u064b\u0627\u060c \u0625\u0630 \u064a\u0633\u0645\u062d \u0628\u0638\u0647\u0648\u0631 \u0623\u0646\u0645\u0627\u0637 \u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u0623\u062d\u0643\u0627\u0645 \u0645\u0633\u0628\u0642\u0629. \u0648\u0647\u0630\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0634\u0641 \u0639\u0646 \u062a\u062c\u0645\u0639\u0627\u062a \u0645\u0641\u0627\u062c\u0626\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u064a\u0627\u062a\u0647\u0645 \u0648\u062a\u0641\u0636\u064a\u0644\u0627\u062a\u0647\u0645 \u0627\u0644\u0641\u0639\u0644\u064a\u0629\u060c \u0644\u0627 \u0639\u0644\u0649 \u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a. \u0648\u064a\u0643\u0634\u0641 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0639\u0646 \u0634\u0631\u0627\u0626\u062d \u0630\u0627\u062a \u0642\u064a\u0645\u0629 \u0639\u0627\u0644\u064a\u0629 \u062a\u063a\u0641\u0644\u0647\u0627 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u0645\u0627\u0645\u064b\u0627.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0645\u0627 \u0645\u0642\u062f\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u062d\u062a\u0627\u062c\u0647\u0627 \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0645\u0639 \u0623\u0646 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u064f\u062d\u0633\u0651\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0639\u0645\u0648\u0645\u064b\u0627\u060c \u0625\u0644\u0627 \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 \u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0643\u0645\u064a\u0629 \u0641\u0642\u0637. \u0641\u0642\u062f \u0646\u062c\u062d\u062a \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u062f\u064a\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 300 \u0645\u0633\u062a\u062c\u064a\u0628 \u0641\u0642\u0637\u060c \u0628\u064a\u0646\u0645\u0627 \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0645\u0634\u0627\u0631\u064a\u0639 \u0623\u062e\u0631\u0649 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u062c\u064a\u0628\u064a\u0646. \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u062d\u0627\u0633\u0645 \u0647\u0648 \u0627\u0645\u062a\u0644\u0627\u0643 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u062c\u0633\u0651\u062f \u0627\u0644\u0641\u0631\u0648\u0642 \u0627\u0644\u062c\u0648\u0647\u0631\u064a\u0629 \u0628\u064a\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0627\u0644\u062c\u0648\u062f\u0629 \u062a\u062a\u0641\u0648\u0642 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0643\u0645\u064a\u0629 \u0641\u064a \u0643\u0644 \u0645\u0631\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0625\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0639\u0634\u0631\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0633\u064a\u0643\u0634\u0641 \u0639\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0623\u0643\u062b\u0631 \u0645\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0626\u0629 \u0627\u0644\u062e\u0627\u0637\u0626\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0647\u0644 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-means \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f - \u0625\u0646\u0647 \u0623\u062d\u062f \u0623\u0642\u0648\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a! \u064a\u0633\u0627\u0639\u062f\u0643 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0639\u0644\u0649 \u062a\u062c\u0646\u0628 \u0641\u062e &quot;\u0627\u0644\u0645\u0646\u062a\u062c \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u064a\u0646&quot; \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u062f\u064a\u062f \u0634\u0631\u0627\u0626\u062d \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u0645\u064a\u0632\u0629 \u0630\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0643\u0645 \u0645\u0631\u0629 \u064a\u062c\u0628 \u0639\u0644\u064a\u0646\u0627 \u062a\u062d\u062f\u064a\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0639\u0645\u0644\u0627\u0626\u0646\u0627\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u064a\u0639\u062a\u0645\u062f \u0630\u0644\u0643 \u0639\u0644\u0649 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u063a\u064a\u0631 \u0641\u064a \u0642\u0637\u0627\u0639\u0643. \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u0631 \u0643\u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0644\u0623\u0632\u064a\u0627\u0621\u060c \u064a\u064f\u0639\u062f\u0651 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0643\u0644 12-18 \u0634\u0647\u0631\u064b\u0627 \u0623\u0645\u0631\u064b\u0627 \u062d\u0643\u064a\u0645\u064b\u0627. \u0623\u0645\u0627 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u064b\u0627\u060c \u0641\u0642\u062f \u064a\u0643\u0641\u064a \u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u0643\u0644 \u0633\u0646\u062a\u064a\u0646 \u0625\u0644\u0649 \u062b\u0644\u0627\u062b \u0633\u0646\u0648\u0627\u062a. \u064a\u0643\u0645\u0646 \u0627\u0644\u0633\u0631 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062a\u062c\u062f\u064a\u062f \u0648\u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u060c \u0625\u0630 \u062a\u062d\u062a\u0627\u062c \u0645\u0624\u0633\u0633\u062a\u0643 \u0625\u0644\u0649 \u0648\u0642\u062a \u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0642\u0628\u0644 \u0625\u062c\u0631\u0627\u0621 \u0623\u064a \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0639\u0644\u064a\u0647\u0627.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0647\u0644 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-means \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0648\u0639\u064a\u0629\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629\u060c \u0625\u0644\u0627 \u0623\u0646 \u0647\u0646\u0627\u0643 \u062a\u0642\u0646\u064a\u0627\u062a \u0644\u062f\u0645\u062c \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0646\u0648\u0639\u064a\u0629. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0624\u062f\u064a \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0648\u0639\u064a\u0629 \u0625\u0644\u0649 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0643\u0645\u064a \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0627\u0647\u062c \u0647\u062c\u064a\u0646\u0629 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0648\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u0623\u062e\u0631\u0649 \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0641\u0639\u0627\u0644\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0643\u064a\u0641 \u0646\u062a\u0631\u062c\u0645 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0647\u0646\u0627 \u064a\u0644\u062a\u0642\u064a \u0627\u0644\u0641\u0646 \u0628\u0627\u0644\u0639\u0644\u0645. \u0641\u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629\u060c \u064a\u064f\u062c\u0631\u0649 \u062a\u062d\u0644\u064a\u0644 \u0645\u0639\u0645\u0642 \u064a\u064f\u0646\u0634\u0626 \u0645\u0644\u0641\u0627\u062a \u062a\u0639\u0631\u064a\u0641\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0643\u0644 \u0634\u0631\u064a\u062d\u0629\u060c \u062a\u0634\u0645\u0644 \u0627\u0644\u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0648\u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u062f\u0648\u0627\u0641\u0639 \u0627\u0644\u0634\u0631\u0627\u0621. \u0648\u062a\u064f\u0639\u0642\u062f \u0648\u0631\u0634 \u0639\u0645\u0644 \u0645\u0639 \u0641\u0631\u0642 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u0627\u062a \u0644\u0648\u0636\u0639 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0645\u064f\u062e\u0635\u0635\u0629 \u0644\u0643\u0644 \u0634\u0631\u064a\u062d\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0644\u0627 \u062a\u062d\u0631\u0643 \u0627\u0644\u0641\u0639\u0644\u060c \u0628\u0644 \u0627\u0644\u0642\u0635\u0635 \u0647\u064a \u0627\u0644\u062a\u064a \u062a\u0641\u0639\u0644 \u0630\u0644\u0643.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\" style=\"padding-left: 40px;\">\u0647\u0644 \u064a\u064f\u0639\u062f\u0651 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u064b\u0627 \u0645\u062c\u062f\u064a\u064b\u0627 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u061f<\/h3>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0645\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u062d\u062c\u0627\u0645 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 K-means\u060c \u0648\u0644\u0643\u0646 \u064a\u062e\u062a\u0644\u0641 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u062a\u0628\u0639 \u063a\u0627\u0644\u0628\u064b\u0627. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u060c \u064a\u064f\u062d\u0642\u0642 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u064f\u0631\u0643\u0651\u0632 \u062d\u0648\u0644 \u0623\u0633\u0626\u0644\u0629 \u062a\u062c\u0627\u0631\u064a\u0629 \u0645\u064f\u062d\u062f\u062f\u0629\u060c \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0634\u0627\u0645\u0644\u0629\u060c \u0639\u0627\u0626\u062f\u064b\u0627 \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631. \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u062a\u0643\u0648\u0646 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627 \u0647\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0644\u0623\u0646\u0647\u0627 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0645\u0639 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0645\u064f\u0633\u062a\u062e\u0644\u0635\u0629.<\/p>\n<p style=\"padding-left: 40px;\">\n\n\n\n<\/p>\n<p class=\"wp-block-paragraph\" style=\"padding-left: 40px;\">\u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u0635\u062d\u064a\u062d \u064a\u064f\u063a\u0646\u064a \u0639\u0646 \u0623\u0644\u0641 \u0625\u062c\u0627\u0628\u0629. \u064a\u0633\u0627\u0639\u062f\u0643 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u0633\u0626\u0644\u0629 \u062d\u0648\u0644 \u0633\u0648\u0642\u0643 \u0644\u0645 \u062a\u0643\u0646 \u062a\u0639\u0631\u0641 \u062d\u062a\u0649 \u0623\u0646\u0643 \u0633\u062a\u0637\u0631\u062d\u0647\u0627 - \u0648\u0645\u0646 \u0647\u0646\u0627 \u062a\u0628\u062f\u0623 \u0627\u0644\u0631\u0624\u0649 \u0627\u0644\u0631\u0627\u0626\u062f\u0629.<\/p>\n<h2>\u0645\u0648\u0642\u0639 \u0645\u0646\u0634\u0623\u062a\u0646\u0627 \u0641\u064a \u0646\u064a\u0648\u064a\u0648\u0631\u0643<\/h2>\n<p>\n\n\n\n<iframe loading=\"lazy\" src=\"https:\/\/www.google.com\/maps\/embed?pb=!1m18!1m12!1m3!1d3022.976188376966!2d-73.99130312499956!3d40.740549471389315!2m3!1f0!2f0!3f0!3m2!1i1024!2i768!4f13.1!3m3!1m2!1s0x89c259a15798c731%3A0xd695d09bdd495f25!2s11%20E%2022nd%20St%20FL%202%2C%20New%20York%2C%20NY%2010010%2C%20USA!5e0!3m2!1sen!2spe!4v1726171763526!5m2!1sen!2spe\" width=\"600\" height=\"450\" allowfullscreen=\"allowfullscreen\" data-mce-fragment=\"1\"><\/iframe>\n\n\n\n<\/p>\n<h3 class=\"wp-block-heading\">11 \u0625\u064a \u0634\u0627\u0631\u0639 22\u060c \u0627\u0644\u0637\u0627\u0628\u0642 2\u060c \u0646\u064a\u0648\u064a\u0648\u0631\u0643\u060c \u0646\u064a\u0648\u064a\u0648\u0631\u0643 10010 \u0647\u0627\u062a\u0641: 1(212) 505-6805+<\/h3>\n<hr \/>\n<h2><span style=\"font-weight: 400;\">\u062d\u0648\u0644 \u0633\u064a\u0633 \u0627\u0644\u062f\u0648\u0644\u064a\u0629<\/span><\/h2>\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sisinternational.com\/ar\/\"><span style=\"font-weight: 400;\">\u0633\u064a\u0633 \u0627\u0644\u062f\u0648\u0644\u064a\u0629<\/span><\/a><span style=\"font-weight: 400;\"> \u064a\u0642\u062f\u0645 \u0627\u0644\u0628\u062d\u0648\u062b \u0627\u0644\u0643\u0645\u064a\u0629 \u0648\u0627\u0644\u0646\u0648\u0639\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629. \u0646\u062d\u0646 \u0646\u0642\u062f\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0648\u0627\u0644\u0631\u0624\u0649 \u0644\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631. \u0646\u0642\u0648\u0645 \u0623\u064a\u0636\u064b\u0627 \u0628\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0627\u062a \u0648\u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0642\u0635\u0627\u0626\u064a\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0623\u0633\u0627\u0644\u064a\u0628 \u0648\u0623\u0633\u0627\u0644\u064a\u0628 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642.<\/span><a href=\"https:\/\/www.sisinternational.com\/ar\/%d8%ad%d9%88%d9%84-sis-%d8%a7%d9%84%d8%a8%d8%ad%d9%88%d8%ab-%d8%a7%d9%84%d8%af%d9%88%d9%84%d9%8a%d8%a9\/contact-sis-international-market-research\/\"><span style=\"font-weight: 400;\"> \u0627\u062a\u0635\u0644 \u0628\u0646\u0627<\/span><\/a><span style=\"font-weight: 400;\"> \u0644\u0645\u0634\u0631\u0648\u0639 \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0642\u0627\u062f\u0645.<\/span><\/p>\n<p>\u00a0<\/p>\n<p>\n\n\n<\/p>","protected":false},"excerpt":{"rendered":"<p>K-Means Cluster Analysis in Market Research The companies thriving today are using K-means to see patterns their competitors can&#8217;t\u2014moving with surgical precision while others flail with sledgehammers. Ever wondered how companies like Apple or Netflix seem to know exactly what you want before you do? The secret sauce isn&#8217;t mind reading\u2014it&#8217;s advanced data analysis. K-means &#8230; <a title=\"\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0633\u0648\u0642\" class=\"read-more\" href=\"https:\/\/www.sisinternational.com\/ar\/solutions\/qualitative-quantitative-research-solutions\/k-means-cluster-analysis-in-market-research\/\" aria-label=\"Read more about K-Means Cluster Analysis in Market Research\">\u0625\u0642\u0631\u0623 \u0627\u0644\u0645\u0632\u064a\u062f<\/a><\/p>","protected":false},"author":1,"featured_media":62381,"parent":14660,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-57133","page","type-page","status-publish","has-post-thumbnail"],"_links":{"self":[{"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/pages\/57133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/comments?post=57133"}],"version-history":[{"count":17,"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/pages\/57133\/revisions"}],"predecessor-version":[{"id":68907,"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/pages\/57133\/revisions\/68907"}],"up":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/pages\/14660"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/media\/62381"}],"wp:attachment":[{"href":"https:\/\/www.sisinternational.com\/ar\/wp-json\/wp\/v2\/media?parent=57133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}